{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Study of airflight delay causes with Self Organizing Maps - Example of hexagonal lattice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook is intended to be a brief guide on how to use Self Organizing Maps with the **SOMPY** library in Python. We are going to use hexagonal lattice in this example in order to understand the main causes of airflight cancellations\n",
    "\n",
    "##### Data description\n",
    "________________________\n",
    "\n",
    "The U.S. Department of Transportation's (DOT) Bureau of Transportation Statistics (BTS) tracks the on-time performance of domestic flights operated by large air carriers. Summary information on the number of on-time, delayed, canceled and diverted flights appears in DOT's monthly Air Travel Consumer Report, published about 30 days after the month's end, as well as in summary tables posted on this website. BTS began collecting details on the causes of flight delays in June 2003. Summary statistics and raw data are made available to the public at the time the Air Travel Consumer Report is released.\n",
    "\n",
    "This version of the dataset was compiled from the Statistical Computing Statistical Graphics 2009 Data Expo and is also available [here](http://stat-computing.org/dataexpo/2009/the-data.html), [here](https://www.transtats.bts.gov/Fields.asp?Table_ID=236) and [here](https://www.kaggle.com/giovamata/airlinedelaycauses)\n",
    "\n",
    "**Fields description**\n",
    "__________________________\n",
    "1.\t**Year**:\t2008\n",
    "2.\t**Month**:\t1-12\n",
    "3.\t**DayofMonth**:\t1-31\n",
    "4.\t**DayOfWeek**:\t1 (Monday) - 7 (Sunday)\n",
    "5.\t**DepTime**:\tactual departure time (local, hhmm)\n",
    "6.\t**CRSDepTime**:\tscheduled departure time (local, hhmm)\n",
    "7.\t**ArrTime**:\tactual arrival time (local, hhmm)\n",
    "8.\t**CRSArrTime**:\tscheduled arrival time (local, hhmm)\n",
    "9.\t**UniqueCarrier**:\tunique carrier code\n",
    "10.\t**FlightNum**:\tflight number\n",
    "11.\t**TailNum**:\tplane tail number\n",
    "12.\t**ActualElapsedTime**:\tin minutes\n",
    "13.\t**CRSElapsedTime**:\tin minutes\n",
    "14.\t**AirTime**:\tin minutes\n",
    "15.\t**ArrDelay**:\tarrival delay, in minutes\n",
    "16.\t**DepDelay**:\tdeparture delay, in minutes\n",
    "17.\t**Origin**:\torigin IATA airport code\n",
    "18.\t**Dest**:\tdestination IATA airport code\n",
    "19.\t**Distance**:\tin miles\n",
    "20.\t**TaxiIn**:\ttaxi in time, in minutes\n",
    "21.\t**TaxiOut**:\ttaxi out time in minutes\n",
    "22.\t**Cancelled**:\twas the flight cancelled?\n",
    "23.\t**CancellationCode**:\treason for cancellation (A = carrier, B = weather, C = NAS, D = security)\n",
    "24.\t**Diverted**:\t1 = yes, 0 = no\n",
    "25.\t**CarrierDelay**:\tin minutes\n",
    "26.\t**WeatherDelay**:\tin minutes\n",
    "27.\t**NASDelay**:\tNational Air System delay in minutes\n",
    "28.\t**SecurityDelay**\tin minutes\n",
    "29.\t**LateAircraftDelay**\tin minutes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "backend module://ipykernel.pylab.backend_inline version unknown\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import math\n",
    "import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import urllib3\n",
    "from sklearn.externals import joblib\n",
    "import random\n",
    "import matplotlib\n",
    "from sompy.sompy import SOMFactory\n",
    "from sompy.visualization.plot_tools import plot_hex_map\n",
    "import logging\n"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "!kaggle datasets download -d giovamata/airlinedelaycauses\n",
    "!unzip airlinedelaycauses.zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"./DelayedFlights.csv\")\n",
    "\n",
    "df = df[[\"Month\",\"DayofMonth\", \"DayOfWeek\",\"DepTime\", \"AirTime\",\n",
    "         \"Distance\", \"SecurityDelay\",\"WeatherDelay\", \"NASDelay\", \"CarrierDelay\",\n",
    "         \"ArrDelay\", \"DepDelay\", \"LateAircraftDelay\", \"Cancelled\"]]\n",
    "clustering_vars = [\"Month\", \"DayofMonth\", \"DepTime\", \"AirTime\", \n",
    "                   \"LateAircraftDelay\", \"DepDelay\", \"ArrDelay\", \"CarrierDelay\"]\n",
    "df = df.fillna(0)\n",
    "data = df[clustering_vars].values\n",
    "names = clustering_vars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>DayofMonth</th>\n",
       "      <th>DayOfWeek</th>\n",
       "      <th>DepTime</th>\n",
       "      <th>AirTime</th>\n",
       "      <th>Distance</th>\n",
       "      <th>SecurityDelay</th>\n",
       "      <th>WeatherDelay</th>\n",
       "      <th>NASDelay</th>\n",
       "      <th>CarrierDelay</th>\n",
       "      <th>ArrDelay</th>\n",
       "      <th>DepDelay</th>\n",
       "      <th>LateAircraftDelay</th>\n",
       "      <th>Cancelled</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "      <td>1.936758e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6.111106e+00</td>\n",
       "      <td>1.575347e+01</td>\n",
       "      <td>3.984827e+00</td>\n",
       "      <td>1.518534e+03</td>\n",
       "      <td>1.078083e+02</td>\n",
       "      <td>7.656862e+02</td>\n",
       "      <td>5.805836e-02</td>\n",
       "      <td>2.385512e+00</td>\n",
       "      <td>9.675607e+00</td>\n",
       "      <td>1.235367e+01</td>\n",
       "      <td>4.201714e+01</td>\n",
       "      <td>4.318518e+01</td>\n",
       "      <td>1.629374e+01</td>\n",
       "      <td>3.268348e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.482546e+00</td>\n",
       "      <td>8.776272e+00</td>\n",
       "      <td>1.995966e+00</td>\n",
       "      <td>4.504853e+02</td>\n",
       "      <td>6.886184e+01</td>\n",
       "      <td>5.744797e+02</td>\n",
       "      <td>1.623934e+00</td>\n",
       "      <td>1.734036e+01</td>\n",
       "      <td>2.808958e+01</td>\n",
       "      <td>3.613493e+01</td>\n",
       "      <td>5.672935e+01</td>\n",
       "      <td>5.340250e+01</td>\n",
       "      <td>3.585904e+01</td>\n",
       "      <td>1.807562e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.100000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-1.090000e+02</td>\n",
       "      <td>6.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>8.000000e+00</td>\n",
       "      <td>2.000000e+00</td>\n",
       "      <td>1.203000e+03</td>\n",
       "      <td>5.800000e+01</td>\n",
       "      <td>3.380000e+02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>9.000000e+00</td>\n",
       "      <td>1.200000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>6.000000e+00</td>\n",
       "      <td>1.600000e+01</td>\n",
       "      <td>4.000000e+00</td>\n",
       "      <td>1.545000e+03</td>\n",
       "      <td>9.000000e+01</td>\n",
       "      <td>6.060000e+02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.400000e+01</td>\n",
       "      <td>2.400000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>9.000000e+00</td>\n",
       "      <td>2.300000e+01</td>\n",
       "      <td>6.000000e+00</td>\n",
       "      <td>1.900000e+03</td>\n",
       "      <td>1.370000e+02</td>\n",
       "      <td>9.980000e+02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>6.000000e+00</td>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>5.500000e+01</td>\n",
       "      <td>5.300000e+01</td>\n",
       "      <td>1.800000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.200000e+01</td>\n",
       "      <td>3.100000e+01</td>\n",
       "      <td>7.000000e+00</td>\n",
       "      <td>2.400000e+03</td>\n",
       "      <td>1.091000e+03</td>\n",
       "      <td>4.962000e+03</td>\n",
       "      <td>3.920000e+02</td>\n",
       "      <td>1.352000e+03</td>\n",
       "      <td>1.357000e+03</td>\n",
       "      <td>2.436000e+03</td>\n",
       "      <td>2.461000e+03</td>\n",
       "      <td>2.467000e+03</td>\n",
       "      <td>1.316000e+03</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Month    DayofMonth     DayOfWeek       DepTime       AirTime  \\\n",
       "count  1.936758e+06  1.936758e+06  1.936758e+06  1.936758e+06  1.936758e+06   \n",
       "mean   6.111106e+00  1.575347e+01  3.984827e+00  1.518534e+03  1.078083e+02   \n",
       "std    3.482546e+00  8.776272e+00  1.995966e+00  4.504853e+02  6.886184e+01   \n",
       "min    1.000000e+00  1.000000e+00  1.000000e+00  1.000000e+00  0.000000e+00   \n",
       "25%    3.000000e+00  8.000000e+00  2.000000e+00  1.203000e+03  5.800000e+01   \n",
       "50%    6.000000e+00  1.600000e+01  4.000000e+00  1.545000e+03  9.000000e+01   \n",
       "75%    9.000000e+00  2.300000e+01  6.000000e+00  1.900000e+03  1.370000e+02   \n",
       "max    1.200000e+01  3.100000e+01  7.000000e+00  2.400000e+03  1.091000e+03   \n",
       "\n",
       "           Distance  SecurityDelay  WeatherDelay      NASDelay  CarrierDelay  \\\n",
       "count  1.936758e+06   1.936758e+06  1.936758e+06  1.936758e+06  1.936758e+06   \n",
       "mean   7.656862e+02   5.805836e-02  2.385512e+00  9.675607e+00  1.235367e+01   \n",
       "std    5.744797e+02   1.623934e+00  1.734036e+01  2.808958e+01  3.613493e+01   \n",
       "min    1.100000e+01   0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00   \n",
       "25%    3.380000e+02   0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00   \n",
       "50%    6.060000e+02   0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00   \n",
       "75%    9.980000e+02   0.000000e+00  0.000000e+00  6.000000e+00  1.000000e+01   \n",
       "max    4.962000e+03   3.920000e+02  1.352000e+03  1.357000e+03  2.436000e+03   \n",
       "\n",
       "           ArrDelay      DepDelay  LateAircraftDelay     Cancelled  \n",
       "count  1.936758e+06  1.936758e+06       1.936758e+06  1.936758e+06  \n",
       "mean   4.201714e+01  4.318518e+01       1.629374e+01  3.268348e-04  \n",
       "std    5.672935e+01  5.340250e+01       3.585904e+01  1.807562e-02  \n",
       "min   -1.090000e+02  6.000000e+00       0.000000e+00  0.000000e+00  \n",
       "25%    9.000000e+00  1.200000e+01       0.000000e+00  0.000000e+00  \n",
       "50%    2.400000e+01  2.400000e+01       0.000000e+00  0.000000e+00  \n",
       "75%    5.500000e+01  5.300000e+01       1.800000e+01  0.000000e+00  \n",
       "max    2.461000e+03  2.467000e+03       1.316000e+03  1.000000e+00  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Training "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As the data is relatively high, the model takes some time to train. We didn't finetune the hyperparameters of the algorithm and this is a potential improvement topic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%time\n",
    "# Train the model with different parameters. The more, the better. Each iteration is stored in disk for further study\n",
    "for i in range(1000):\n",
    "    sm = SOMFactory().build(data, mapsize=[random.choice(list(range(15, 25))), \n",
    "                                           random.choice(list(range(10, 15)))],\n",
    "                            normalization = 'var', initialization='random', component_names=names, lattice=\"hexa\")\n",
    "    sm.train(n_job=4, verbose=False, train_rough_len=30, train_finetune_len=100)\n",
    "    joblib.dump(sm, \"model_{}.joblib\".format(i))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Study the models trained and plot the errors obtained in order to select the best one\n",
    "models_pool = glob.glob(\"./model*\")\n",
    "errors=[]\n",
    "for model_filepath in models_pool:\n",
    "    sm = joblib.load(model_filepath)\n",
    "    topographic_error = sm.calculate_topographic_error()\n",
    "    quantization_error = sm.calculate_quantization_error()\n",
    "    errors.append((topographic_error, quantization_error))\n",
    "e_top, e_q = zip(*errors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(e_top, e_q)\n",
    "plt.xlabel(\"Topographic error\")\n",
    "plt.ylabel(\"Quantization error\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " find_bmu took: 11.261000 seconds\n",
      " find_bmu took: 13.157000 seconds\n",
      " find_bmu took: 12.016000 seconds\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Topographic error = 0.024276135686544215\n",
      " Quantization error = 0.36751687454158743\n"
     ]
    }
   ],
   "source": [
    "# Manually select the model with better features. In this case, the #3 model has been selected because\n",
    "# quantization error is distributed across 34-40u and the topographic error varies much more,\n",
    "# so the model with lower topographic error has been selected. It is very important to keep the topographic\n",
    "# error as low as possible to assure a correct prototyping.\n",
    "selected_model = 3\n",
    "sm = joblib.load(models_pool[selected_model])\n",
    "\n",
    "topographic_error = sm.calculate_topographic_error()\n",
    "quantization_error = sm.calculate_quantization_error()\n",
    "print (\"Topographic error = %s\\n Quantization error = %s\" % (topographic_error, quantization_error))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Components plane "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The components map shows the values of the variables for each prototype and allows us to extract conclusions consisting of non-linear patterns between variables. We have represented 2 types of components maps.\n",
    "- The **prototypes visualization**: it shows the patterns learned by the neural network which are used to determine de winning neuron of each training instance\n",
    "- The **real visualization** with exogeneous variables: it shows the real average value of the components of each lattice element. This visualization should be used with 2 purposes: (i) compare it with the prototypes visualization to assess how good is the prototypes modeling and (ii) to add other exogeneous variables (those which have not been used to build the self organizing map) in order to study their relation with the endogeneous variables.\n",
    "\n",
    "If the quantization error is not very high and a proper visual assessment has been done assuring that the prototupes and real visualizations look very alike, the prototypes visualization can be used as a final product, since it is much visual appealing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Prototypes component plane"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Matching :family=sans-serif:style=normal:variant=normal:weight=normal:stretch=normal:size=8.4 to DejaVu Sans ('C:\\\\Users\\\\Ivan Valles Perez\\\\AppData\\\\Local\\\\Continuum\\\\anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\mpl-data\\\\fonts\\\\ttf\\\\DejaVuSans.ttf') with score of 0.050000\n",
      "findfont: Matching :family=sans-serif:style=normal:variant=normal:weight=normal:stretch=normal:size=7.0 to DejaVu Sans ('C:\\\\Users\\\\Ivan Valles Perez\\\\AppData\\\\Local\\\\Continuum\\\\anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\mpl-data\\\\fonts\\\\ttf\\\\DejaVuSans.ttf') with score of 0.050000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1013.76 with 17 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sompy.visualization.mapview import View2D\n",
    "view2D  = View2D(10,10,\"\", text_size=7)\n",
    "view2D.show(sm, col_sz=5, which_dim=\"all\", denormalize=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Real values component plane"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Matching :family=sans-serif:style=normal:variant=normal:weight=normal:stretch=normal:size=12.0 to DejaVu Sans ('C:\\\\Users\\\\Ivan Valles Perez\\\\AppData\\\\Local\\\\Continuum\\\\anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\mpl-data\\\\fonts\\\\ttf\\\\DejaVuSans.ttf') with score of 0.050000\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 1800x3168 with 28 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Addition of some exogeneous variables to the map\n",
    "exogeneous_vars = [c for c in df.columns if not c in clustering_vars+[\"Cancelled\", \"bmus\"]] \n",
    "df[\"bmus\"] = sm.project_data(data)\n",
    "df = df[clustering_vars + exogeneous_vars + [\"Cancelled\"] + [\"bmus\"]]\n",
    "\n",
    "empirical_codebook=df.groupby(\"bmus\").mean().values\n",
    "matplotlib.rcParams.update({'font.size': 10})\n",
    "plot_hex_map(empirical_codebook.reshape(sm.codebook.mapsize + [empirical_codebook.shape[-1]]), \n",
    "             titles=df.columns[:-1], shape=[4, 5], colormap=None)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hits-map "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This visualization is very important because it shows how the instances are spreaded across the hexagonal lattice. The more instances lay into a cell, the more instances it is representing and hence the more we have to take it into acount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 392.727x864 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sompy.visualization.bmuhits import BmuHitsView\n",
    "#sm.codebook.lattice=\"rect\"\n",
    "vhts  = BmuHitsView(12,12,\"Hits Map\",text_size=7)\n",
    "vhts.show(sm, anotate=True, onlyzeros=False, labelsize=7, cmap=\"autumn\", logaritmic=False)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This visualization helps us to focus on the groups which share similar characteristics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 392.727x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sompy.visualization.hitmap import HitMapView\n",
    "sm.cluster(4)\n",
    "\n",
    "hits  = HitMapView(12, 12,\"Clustering\",text_size=10, cmap=plt.cm.jet)\n",
    "a=hits.show(sm, anotate=True, onlyzeros=False, labelsize=7, cmap=\"Pastel1\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the components map and comparing each component with the cancellation component, a set of conclusions can be extracted. The main ones are summarized below\n",
    "- The flight cancellations highly depend on the month. Late year flights are much more likely to suffer cancellations than early year flights\n",
    "- The flight cancellations occur much more often in short flights than in longer flights\n",
    "- The delays occuring on the previous flights, departures, arrivals, because of security reasons and because of the National Air Systems are not typically drivers for the flight cancellations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apart from these ones, secondary conclusions can be extracted by comparing all the components together. A couple of examples is summarized below\n",
    "- The majority of the delays occur in the afternoon\n",
    "- The short time flights are the most prone to suffer delays"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"text-align: right\"> Iván Vallés Pérez - 14/10/2018 </div>"
   ]
  }
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